{"id":"W4292745653","doi":"10.3102/1435521","title":"Becoming an Intercultural Doctoral Student: Negotiating Identities Through Different Dialectical Processes","year":2019,"lang":"en","type":"article","venue":"Proceedings of the 2019 AERA Annual Meeting","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Dialectic; Negotiation; Sociology; Intercultural communication; Pedagogy; Computer science; Psychology; Epistemology; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007501128,0.0001646168,0.0002292583,0.00003906957,0.0007094784,0.0004904118,0.0006394066,0.00007124073,0.0001366759],"category_scores_gemma":[0.0007885736,0.0001173467,0.00007860443,0.0002795065,0.0001389353,0.00208222,0.0002506857,0.0002773317,0.0000273041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001235567,"about_ca_system_score_gemma":0.00007930647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001091873,"about_ca_topic_score_gemma":0.000101992,"domain_scores_codex":[0.9982842,0.00006977141,0.000368308,0.0002829441,0.0006022207,0.0003925116],"domain_scores_gemma":[0.9987344,0.0001743289,0.0003547247,0.00008721036,0.0005705806,0.00007882786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002993402,0.0004251234,0.3436113,0.0002906759,0.00008419687,1.888548e-7,0.629878,0.00007129981,0.003873679,0.01828393,0.003076152,0.0003755067],"study_design_scores_gemma":[0.0006890252,0.0002163855,0.05863982,0.0006582858,0.0001210551,0.000003157885,0.920108,0.00006572063,0.003777744,0.001344136,0.01379269,0.000583972],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832063,0.0001707859,0.000004554959,0.001056466,0.001778393,0.0004015118,0.000006348819,0.00006818434,0.01330748],"genre_scores_gemma":[0.9942275,0.00007412604,0.0004492408,0.0001205917,0.0005336669,0.00001974771,0.000001740953,0.00001784911,0.004555581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.29023,"threshold_uncertainty_score":0.5456806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04078371242965236,"score_gpt":0.3525159199810032,"score_spread":0.3117322075513509,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}